dsSynthetic: Synthetic data generation with DataSHIELD
1
Preliminaries
1.1
Synopsis
1.2
Structure
2
Introduction
2.1
Assumptions
2.2
Motivation
2.3
Hypothesis for using synthetic data
2.4
Overview of steps
2.5
Working with single studies
2.6
Prerequisites
3
Generating data using synthpop methods
3.1
Getting set up
3.2
Generate synthetic data with synthpop
3.3
Brief comments on the validity of the data
4
Analysis with synthetic data
4.1
Getting set up
4.2
Create synthetic dataset
4.3
Start DSLite local instance
4.4
Write some analysis code
4.5
Run corrected code on real data
5
Harmonisation with synthetic data
5.1
Getting set up
5.2
Experiment with a single row
5.3
Test on whole dataset
5.4
Run the code on the real data
6
Generating data using simstudy methods
6.1
Overview
6.2
Getting set up
6.3
Preparing to generate synthetic data
6.4
Generating synthetic data
6.5
Brief comments on the validity of the data
References
Published with bookdown
dsSynthetic: A DataSHIELD package to generate synthetic data
References